The coffee machine, usually a source of comfort, now spewed a stream of noxious steam, mirroring the hot, churning storm inside Daniel. He gestured towards the machine, his hand trembling slightly. “So, you see, the coffee… it’s… important.” He wanted to throw the whole thing out the window.

He watched the new recruit fiddle with the controls, the kid’s movements slow, clumsy. Every mistake, every misstep, was a tiny stab wound, each one opening a fresh fissure in his already fragile control. He swallowed hard, trying to appear nonchalant.

“Just… be careful with the…” Daniel stopped mid-sentence, his voice catching in his throat. He felt the blood pounding in his temples. He imagined the machine’s steaming hot contents being poured directly on the eager face. He gripped the edge of the counter, fighting the impulse to snatch the cup away and hurl it at the wall.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256